Punchwes's repositories

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AGGCN

Attention Guided Graph Convolutional Networks for Relation Extraction (authors' PyTorch implementation for the ACL19 paper)

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awesome-sentence-embedding

A curated list of pretrained sentence and word embedding models

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bpemb

Pre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)

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ccks2019

实体识别比赛

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CompGCN

ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks

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context-probes

Using syntactic and semantic probing tasks to evaluate how contextual word embeddings encode language

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DiscoBERT

Code for paper "Discourse-Aware Neural Extractive Text Summarization" (ACL20)

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EvalRank-Embedding-Evaluation

ACL 2022: Just Rank: Rethinking Evaluation with Word and Sentence Similarities

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flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

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GNNs-for-NLP

Graph Neural Networks for Natural Language Processing tutorial at EMNLP 2019 and CODS-COMAD 2020

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NLP-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

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nlp-text-mining-working-examples

Full working examples with accompanying dataset for Text Mining and NLP. Current code base: Gensim Word2Vec, Phrase Embeddings, Keyword Extraction with TF-IDF and SKlearn, Word Count with PySpark

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numpy-ml

Machine learning, in numpy

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paraphrase-metrics

ACL 2022 paper "Towards Better Characterization of Paraphrases"

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Representations_Of_Syntax

Code and Resources for the paper 'Representations of Syntax [MASK] Useful: Effects of Constituency and Dependency Structure in Recursive LSTMs' by Lepori, Linzen, and McCoy

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SATA-Tree-LSTM

Implementation of SATA Tree-LSTM (Dynamic Compositionality in Recursive Neural Networks with Structure-aware Tag Representations, AAAI 2019)

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SCAN

Simple language-driven navigation tasks for studying compositional learning

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sentence-transformers

Multilingual Sentence & Image Embeddings with BERT

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sentencepiece

Unsupervised text tokenizer for Neural Network-based text generation.

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SentEval

A python tool for evaluating the quality of sentence embeddings.

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serve

Model Serving on PyTorch

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stanza

Official Stanford NLP Python Library for Many Human Languages

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tag-classification-framework

Framework for building pipelines of NLP processing and classification

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transformers

🤗 Transformers: State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch.

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WikipediaSample

A sample of 10,000 wikipedia articles for use as an SPD background corpus

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WordGCN

ACL 2019: Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks

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